Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TNFRSF4

Gene summary for TNFRSF4

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TNFRSF4

Gene ID

7293

Gene nameTNF receptor superfamily member 4
Gene AliasACT35
Cytomap1p36.33
Gene Typeprotein-coding
GO ID

GO:0001775

UniProtAcc

P43489


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
7293TNFRSF4LZE4THumanEsophagusESCC1.70e-033.36e-010.0811
7293TNFRSF4LZE7THumanEsophagusESCC2.56e-056.60e-010.0667
7293TNFRSF4LZE6THumanEsophagusESCC1.62e-024.91e-010.0845
7293TNFRSF4P74T-EHumanEsophagusESCC1.26e-083.04e-010.1479
7293TNFRSF4P130T-EHumanEsophagusESCC5.17e-276.94e-010.1676
7293TNFRSF4C04HumanOral cavityOSCC2.08e-025.12e-010.2633
7293TNFRSF4C21HumanOral cavityOSCC7.81e-188.34e-010.2678
7293TNFRSF4C30HumanOral cavityOSCC1.22e-082.43e-010.3055
7293TNFRSF4C51HumanOral cavityOSCC2.23e-073.70e-010.2674
7293TNFRSF4C06HumanOral cavityOSCC4.07e-109.70e-010.2699
7293TNFRSF4C08HumanOral cavityOSCC1.68e-081.80e-010.1919
7293TNFRSF4LN46HumanOral cavityOSCC8.10e-061.90e-010.1666
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:0016032111EsophagusESCCviral process301/8552415/187233.34e-291.32e-26301
GO:0019058111EsophagusESCCviral life cycle226/8552317/187231.17e-201.76e-18226
GO:0044403111EsophagusESCCbiological process involved in symbiotic interaction186/8552290/187231.43e-104.16e-09186
GO:0051701111EsophagusESCCbiological process involved in interaction with host135/8552203/187231.49e-093.49e-08135
GO:0052126111EsophagusESCCmovement in host environment117/8552175/187231.14e-082.26e-07117
GO:00510908EsophagusESCCregulation of DNA-binding transcription factor activity252/8552440/187235.22e-076.97e-06252
GO:0044409111EsophagusESCCentry into host96/8552151/187236.73e-066.84e-0596
GO:003320914EsophagusESCCtumor necrosis factor-mediated signaling pathway67/855299/187237.87e-067.72e-0567
GO:003461220EsophagusESCCresponse to tumor necrosis factor149/8552253/187231.47e-051.33e-04149
GO:004671827EsophagusESCCviral entry into host cell89/8552144/187236.84e-055.18e-0489
GO:007135620EsophagusESCCcellular response to tumor necrosis factor132/8552229/187231.69e-041.11e-03132
GO:004211018EsophagusESCCT cell activation256/8552487/187231.18e-035.87e-03256
GO:00434332EsophagusESCCnegative regulation of DNA-binding transcription factor activity103/8552185/187233.86e-031.57e-02103
GO:001603220Oral cavityOSCCviral process274/7305415/187232.42e-291.70e-26274
GO:001905820Oral cavityOSCCviral life cycle208/7305317/187234.59e-221.00e-19208
GO:004440320Oral cavityOSCCbiological process involved in symbiotic interaction173/7305290/187236.80e-133.19e-11173
GO:005170120Oral cavityOSCCbiological process involved in interaction with host125/7305203/187235.60e-111.74e-09125
GO:005212620Oral cavityOSCCmovement in host environment106/7305175/187235.84e-091.26e-07106
GO:003461218Oral cavityOSCCresponse to tumor necrosis factor143/7305253/187231.09e-082.23e-07143
GO:007135618Oral cavityOSCCcellular response to tumor necrosis factor128/7305229/187231.49e-072.49e-06128
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TNFRSF4SNVMissense_Mutationnovelc.559A>Cp.Ile187Leup.I187LP43489protein_codingtolerated(0.14)benign(0.001)TCGA-DS-A1OB-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycarboplatinPD
TNFRSF4SNVMissense_Mutationrs754604681c.745G>Ap.Asp249Asnp.D249NP43489protein_codingtolerated(0.74)benign(0)TCGA-DM-A1DA-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownSD
TNFRSF4SNVMissense_Mutationnovelc.547N>Tp.Pro183Serp.P183SP43489protein_codingtolerated(0.41)benign(0.01)TCGA-AP-A1DK-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF4SNVMissense_Mutationnovelc.14C>Tp.Ala5Valp.A5VP43489protein_codingtolerated(0.11)benign(0.003)TCGA-AX-A2HD-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVUnknownUnknownSD
TNFRSF4SNVMissense_Mutationrs775900244c.80C>Tp.Thr27Metp.T27MP43489protein_codingdeleterious(0.01)benign(0.026)TCGA-AX-A2HG-01Endometriumuterine corpus endometrioid carcinomaFemale<65I/IIUnknownUnknownSD
TNFRSF4SNVMissense_Mutationnovelc.320G>Ap.Cys107Tyrp.C107YP43489protein_codingdeleterious(0)probably_damaging(0.987)TCGA-B5-A11H-01Endometriumuterine corpus endometrioid carcinomaFemale>=65III/IVHormone TherapymegaceSD
TNFRSF4SNVMissense_Mutationc.422N>Tp.Cys141Phep.C141FP43489protein_codingdeleterious(0.03)probably_damaging(0.966)TCGA-MI-A75C-01Liverliver hepatocellular carcinomaMale<65I/IIUnknownUnknownSD
TNFRSF4SNVMissense_Mutationc.821N>Ap.Leu274Glnp.L274QP43489protein_codingdeleterious(0)possibly_damaging(0.887)TCGA-UB-A7MB-01Liverliver hepatocellular carcinomaMale<65I/IITargeted Molecular therapysorafenibPD
TNFRSF4SNVMissense_Mutationnovelc.316G>Cp.Val106Leup.V106LP43489protein_codingtolerated(0.06)benign(0.007)TCGA-50-5933-01Lunglung adenocarcinomaMale>=65III/IVChemotherapycarboplatinCR
TNFRSF4SNVMissense_Mutationc.518C>Gp.Ala173Glyp.A173GP43489protein_codingtolerated(0.05)possibly_damaging(0.594)TCGA-50-7109-01Lunglung adenocarcinomaMale<65I/IIUnknownUnknownPD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEPF-04518600IVUXOLIMAB
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE315661177
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEantibody315661320VONLEROLIZUMAB
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEGBR 830
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEAnti-OX40 mab
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANE178101769
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEMEDI0562TAVOLIMAB
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANEINCAGN1949
7293TNFRSF4DRUGGABLE GENOME, CELL SURFACE, EXTERNAL SIDE OF PLASMA MEMBRANETRemelimumab + MEDI0562
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